Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning

Felix Grimberg, Mary-Anne Hartley, Martin Jaggi, Sai Praneeth Karimireddy. Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning. In Shadi Albarqouni, Spyridon Bakas, Konstantinos Kamnitsas, M. Jorge Cardoso, Bennett A. Landman, Wenqi Li, Fausto Milletari, Nicola Rieke, Holger Roth, Daguang Xu, Ziyue Xu, editors, Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Second MICCAI Workshop, DART 2020, and First MICCAI Workshop, DCL 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4-8, 2020, Proceedings. Volume 12444 of Lecture Notes in Computer Science, pages 160-169, Springer, 2020. [doi]

Abstract

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